{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "GOAL = 100\n",
    "STATES = np.arange(GOAL + 1)\n",
    "\n",
    "HEAD_PROB = 0.4\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def figure_4_3():\n",
    "    state_value = np.zeros(GOAL + 1)\n",
    "    state_value[GOAL] = 1.0\n",
    "\n",
    "    sweeps_history = []\n",
    "\n",
    "    while True:\n",
    "        old_state_value = state_value.copy()\n",
    "        sweeps_history.append(old_state_value)\n",
    "\n",
    "        for state in STATES[1:GOAL]:\n",
    "            actions = np.arange(min(state, GOAL - state) + 1)\n",
    "            actions_returns = []\n",
    "            for action in actions:\n",
    "                actions_returns.append(\n",
    "                    HEAD_PROB * state_value[state + action] + (1 - HEAD_PROB) * state_value[state - action]\n",
    "                )\n",
    "            new_value = np.max(actions_returns)\n",
    "            state_value[state] = new_value\n",
    "        delta = abs(state_value - old_state_value).max()\n",
    "        if delta < 1e-9:\n",
    "            sweeps_history.append(state_value)\n",
    "            break\n",
    "    policy = np.zeros(GOAL + 1)\n",
    "    for state in STATES[1:GOAL]:\n",
    "        actions = np.arange(min(state, GOAL - state) + 1)\n",
    "        actions_returns = []\n",
    "        for action in actions:\n",
    "            actions_returns.append(\n",
    "                HEAD_PROB * state_value[state + action] + (1 - HEAD_PROB) * state_value[state - action]\n",
    "            )\n",
    "        policy[state] = actions[np.argmax(np.round(actions_returns[1:], 5)) + 1]\n",
    "    \n",
    "    plt.figure(figsize=(10, 20))\n",
    "\n",
    "    plt.subplot(2, 1, 1)\n",
    "    for sweep, state_value in enumerate(sweeps_history):\n",
    "        plt.plot(state_value, label='sweep {}'.format(sweep))\n",
    "    plt.xlabel('Capital')\n",
    "    plt.ylabel('Value estimates')\n",
    "    plt.legend(loc='best')\n",
    "\n",
    "    plt.subplot(2, 1, 2)\n",
    "    plt.scatter(STATES, policy)\n",
    "    plt.xlabel('Capital')\n",
    "    plt.ylabel('Final policy (stake)')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x2000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure_4_3()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "GOAL = 100\n",
    "STATES = np.arange(GOAL + 1)\n",
    "\n",
    "HEAD_PROB = 0.4\n",
    "\n",
    "def figure_():\n",
    "    state_values = np.zeros(GOAL + 1)\n",
    "    state_values[GOAL] = 1.0\n",
    "    sweeps_history = []\n",
    "    while True:\n",
    "        old_state_values = state_values.copy()\n",
    "        sweeps_history.append(old_state_values)\n",
    "        for state in STATES[1:GOAL]:\n",
    "            actions = np.arange(min(state, GOAL - state) + 1)\n",
    "            actions_returns = []\n",
    "            for action in actions:\n",
    "                actions_returns.append(\n",
    "                    HEAD_PROB * state_values[state + action] + (1 - HEAD_PROB) * state_values[state - action] \n",
    "                )\n",
    "            state_values[state] = max(actions_returns)\n",
    "        delta = abs(old_state_values - state_values).max()\n",
    "        if delta < 1e-9:\n",
    "            sweeps_history.append(state_values)\n",
    "            break\n",
    "    policy = np.zeros(GOAL + 1)\n",
    "    for state in STATES[1:GOAL]:\n",
    "        actions = np.arange(min(state, GOAL - state) + 1)\n",
    "        actions_returns = []\n",
    "        for action in actions:\n",
    "            actions_returns.append(\n",
    "                HEAD_PROB * state_values[state + action] + (1 - HEAD_PROB) * state_values[state - action] \n",
    "            )\n",
    "        policy[state] = actions[np.argmax(np.round(actions_returns[1:], 5)) + 1]\n",
    "    plt.figure(figsize=(10, 20))\n",
    "\n",
    "    plt.subplot(2, 1, 1)\n",
    "    for sweep, state_value in enumerate(sweeps_history):\n",
    "        plt.plot(state_value, label='sweep {}'.format(sweep))\n",
    "    plt.xlabel('Capital')\n",
    "    plt.ylabel('Value estimates')\n",
    "    plt.legend(loc='best')\n",
    "\n",
    "    plt.subplot(2, 1, 2)\n",
    "    plt.scatter(STATES, policy)\n",
    "    plt.xlabel('Capital')\n",
    "    plt.ylabel('Final policy (stake)')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x2000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure_()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "rl",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.20"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
